{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8067a7d6",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\liangcheng\\AppData\\Local\\Temp\\ipykernel_20024\\152862938.py:18: FutureWarning: Downcasting object dtype arrays on .fillna, .ffill, .bfill is deprecated and will change in a future version. Call result.infer_objects(copy=False) instead. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n",
      "  df['is_prev_valid'] = df['is_valid'].shift(1).fillna(False)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1200 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from scipy.stats import norm\n",
    "\n",
    "# 读取数据\n",
    "file_path = \"../../../data/恒生医疗ETF_159506_5分_20240601_20250606.csv\"\n",
    "df = pd.read_csv(file_path, encoding='utf-8')\n",
    "df.columns = [col.strip() for col in df.columns]\n",
    "\n",
    "# 计算涨幅\n",
    "df['change_pct'] = (df['收盘'] - df['开盘']) / df['开盘']\n",
    "\n",
    "# 条件过滤（0.5%~1%）\n",
    "df['is_valid'] = (df['change_pct'] > 0.005) & (df['change_pct'] < 0.01)\n",
    "\n",
    "# 剔除连续\n",
    "df['is_prev_valid'] = df['is_valid'].shift(1).fillna(False)\n",
    "df['is_selected'] = df['is_valid'] & (~df['is_prev_valid'])\n",
    "\n",
    "# 获取索引\n",
    "selected_indices = df.index[df['is_selected']].tolist()\n",
    "\n",
    "# 要分析的未来根数\n",
    "future_bars = [1, 2, 3, 5, 8, 13, 21]\n",
    "\n",
    "# 存储所有结果\n",
    "future_returns = {}\n",
    "\n",
    "for n in future_bars:\n",
    "    pct_list = []\n",
    "    for idx in selected_indices:\n",
    "        if idx + n < len(df):\n",
    "            start_price = df.loc[idx, '收盘']\n",
    "            future_price = df.loc[idx + n, '收盘']\n",
    "            pct_change = (future_price - start_price) / start_price\n",
    "            pct_list.append(pct_change)\n",
    "    future_returns[n] = pct_list\n",
    "\n",
    "# 绘图：每一个周期一张子图\n",
    "num_cols = 3\n",
    "num_rows = (len(future_bars) + num_cols - 1) // num_cols\n",
    "fig, axes = plt.subplots(num_rows, num_cols, figsize=(18, 4 * num_rows))\n",
    "\n",
    "for i, n in enumerate(future_bars):\n",
    "    row, col = divmod(i, num_cols)\n",
    "    ax = axes[row][col] if num_rows > 1 else axes[col]\n",
    "\n",
    "    data = future_returns[n]\n",
    "    if len(data) == 0:\n",
    "        ax.set_title(f'{n}根后（无数据）')\n",
    "        continue\n",
    "\n",
    "    # 拟合正态分布\n",
    "    mu, std = norm.fit(data)\n",
    "\n",
    "    # 画直方图\n",
    "    x = np.linspace(min(data), max(data), 100)\n",
    "    ax.hist(data, bins=20, density=True, alpha=0.6, color='skyblue', edgecolor='k')\n",
    "    ax.plot(x, norm.pdf(x, mu, std), 'r-', lw=2, label=f'N({mu:.4f}, {std:.4f})')\n",
    "\n",
    "    # 标题和图例\n",
    "    ax.set_title(f'{n}根K线后涨幅分布')\n",
    "    ax.legend()\n",
    "    ax.grid(True)\n",
    "\n",
    "# 如果子图总数小于格子数，关闭多余子图\n",
    "for j in range(i + 1, num_rows * num_cols):\n",
    "    row, col = divmod(j, num_cols)\n",
    "    ax = axes[row][col] if num_rows > 1 else axes[col]\n",
    "    ax.axis('off')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
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 },
 "nbformat": 4,
 "nbformat_minor": 5
}
